{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2f01ac9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "text_width 6.75\n",
      "column_width 3.25\n",
      "vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\n",
      "\t BEST PSNR:  30.221809903159738  with param=  0.35\n",
      "\t BEST SSIM:  0.950225463442969  with param=  0.35\n",
      "vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\n",
      "\t BEST PSNR:  29.31871243491769  with param=  0.25\n",
      "\t BEST SSIM:  0.9404546256468723  with param=  0.25\n",
      "vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\n",
      "\t BEST PSNR:  26.662674575997517  with param=  0.15\n",
      "\t BEST SSIM:  0.8989361158364453  with param=  0.15\n",
      "vpsde_dds_anchor_epoch_4_.pt\n",
      "\t BEST PSNR:  22.457751724706032  with param=  0.25\n",
      "\t BEST SSIM:  0.7892689793272456  with param=  0.2\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2700x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib, os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from result_util import get_sweep_mean_results\n",
    "import matplotlib.patches as mpatches\n",
    "\n",
    "text_width = (72.27 ** -1) * 487.8225 # in  --> Confirmed with template explanation\n",
    "print('text_width', text_width)\n",
    "column_width = (72.27 ** -1) * 234.8775\n",
    "print('column_width', column_width)\n",
    "\n",
    "fs_m1 = 5  # for figure ticks\n",
    "fs = 7  # for regular figure text\n",
    "fs_p1 = 8  # figure titles\n",
    "\n",
    "matplotlib.rc('font', size=fs)          # controls default text sizes\n",
    "matplotlib.rc('axes', titlesize=fs)     # fontsize of the axes title\n",
    "matplotlib.rc('axes', labelsize=fs)    # fontsize of the x and y labels\n",
    "matplotlib.rc('xtick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('ytick', labelsize=fs_m1)    # fontsize of the tick labels\n",
    "matplotlib.rc('legend', fontsize=fs_m1)    # legend fontsize\n",
    "matplotlib.rc('figure', titlesize=fs_p1)  # fontsize of the figure title\n",
    "matplotlib.rc('font', **{'family':'serif', 'serif': ['Palatino']})\n",
    "matplotlib.rc('text', usetex=True)\n",
    "\n",
    "MEAN_KLDIV = 63006.00431640625\n",
    "noise_level = 2.5\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize=(text_width, text_width/3), dpi = 400)\n",
    "\n",
    "f_to_name = {\n",
    "    \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\" : r\"Guided DDS 0.25\",\n",
    "    \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\" : r\"Guided DDS 0.5\",\n",
    "    \"vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\" : r\"Guided DDS 1.0\",\n",
    "    \"vpsde_dds_anchor_epoch_4_.pt\" : r\"DDS\"\n",
    "}\n",
    "\n",
    "f_to_color = {\n",
    "    \"vpsde_dds_anchor_epoch_4_.pt\": '#2ca02c',\n",
    "    \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.25_.pt\" : '#1f77b4',\n",
    "    \"vpsde_dds_anchor_epoch_10_guided_gstrength_0.5_.pt\" : '#ff7f0e',\n",
    "    \"vpsde_dds_anchor_epoch_10_guided_gstrength_1.0_.pt\" : '#8c564b'\n",
    "}\n",
    "\n",
    "\n",
    "c_idx = 0\n",
    "for f in os.listdir(f\"noise_level={str(noise_level)}/non_tumour\"):\n",
    "    if f in list(f_to_color.keys()):\n",
    "        print(f)\n",
    "        res = get_sweep_mean_results(os.path.join(f\"noise_level={str(noise_level)}/non_tumour\", f))\n",
    "        # filter to high kldiv\n",
    "        \n",
    "        best_psnr = np.argmax(res[\"psnrs\"])\n",
    "        print(\"\\t BEST PSNR: \", res[\"psnrs\"][best_psnr].item(), \" with param= \", res[\"datafit_strengths\"][best_psnr])\n",
    "        best_ssim = np.argmax(res[\"ssims\"])    \n",
    "        print(\"\\t BEST SSIM: \", res[\"ssims\"][best_ssim].item(), \" with param= \", res[\"datafit_strengths\"][best_ssim])\n",
    "\n",
    "        to_plot = np.argwhere(np.array(res[\"kldivs\"]) < 64000.)\n",
    "        res[\"stds\"] = np.array(res[\"stds\"])[to_plot]\n",
    "        res[\"psnrs\"] = np.array(res[\"psnrs\"])[to_plot]\n",
    "        res[\"ssims\"] = np.array(res[\"ssims\"])[to_plot]\n",
    "        res[\"kldivs\"] = np.array(res[\"kldivs\"])[to_plot]\n",
    "        res[\"crcs\"] = np.array(res[\"crcs\"])[to_plot]\n",
    "        res[\"datafit_strengths\"] = np.array(res[\"datafit_strengths\"])[to_plot]\n",
    "        \n",
    "        \n",
    "        \n",
    "        if f == \"rdp_.pt\": \n",
    "            res[\"stds\"] = res[\"stds\"][2:]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][2:]\n",
    "            res[\"ssims\"] = res[\"ssims\"][2:]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][2:]\n",
    "            res[\"crcs\"] = res[\"crcs\"][2:]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][2:]\n",
    "\n",
    "        if f == \"vpsde_naive_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][5:-1]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][5:-1]\n",
    "            res[\"ssims\"] = res[\"ssims\"][5:-1]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][5:-1]\n",
    "            res[\"crcs\"] = res[\"crcs\"][5:-1]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][5:-1]\n",
    "\n",
    "        if f == \"vpsde_dps_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][3:-1]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][3:-1]\n",
    "            res[\"ssims\"] = res[\"ssims\"][3:-1]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][3:-1]\n",
    "            res[\"crcs\"] = res[\"crcs\"][3:-1]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][3:-1]            \n",
    "\n",
    "\n",
    "        if f == \"vpsde_OSEMNLL_naive_.pt\":\n",
    "            res[\"stds\"] = res[\"stds\"][2:-1]\n",
    "            res[\"psnrs\"] = res[\"psnrs\"][2:-1]\n",
    "            res[\"ssims\"] = res[\"ssims\"][2:-1]\n",
    "            res[\"kldivs\"] = res[\"kldivs\"][2:-1]\n",
    "            res[\"crcs\"] = res[\"crcs\"][2:-1]\n",
    "            res[\"datafit_strengths\"] = res[\"datafit_strengths\"][2:-1]\n",
    "\n",
    "\n",
    "        ax1.plot(res[\"stds\"], res[\"psnrs\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax1.scatter(res[\"stds\"], res[\"psnrs\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "\n",
    "        ax2.plot(res[\"stds\"], res[\"ssims\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax2.scatter(res[\"stds\"], res[\"ssims\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "\n",
    "        ax3.plot(res[\"stds\"], res[\"kldivs\"], ls=\"-\", alpha=0.3, c=f_to_color[f], lw=3)\n",
    "        ax3.scatter(res[\"stds\"], res[\"kldivs\"], label=f_to_name[f], c=f_to_color[f],s=6)\n",
    "        \n",
    "ax1.spines[['right', 'top']].set_visible(False)\n",
    "ax2.spines[['right', 'top']].set_visible(False)\n",
    "ax3.spines[['right', 'top']].set_visible(False)\n",
    "ax1.tick_params(axis='both', which='major', pad = 1)\n",
    "ax2.tick_params(axis='both', which='major', pad = 1)\n",
    "ax3.tick_params(axis='both', which='major', pad = 1)\n",
    "ax1.set_ylabel(r\"Peak Signal-to-Noise Ratio (dB)\")\n",
    "ax1.set_xlabel(r\"Standard Deviation\")\n",
    "ax2.set_ylabel(r\"Structural Similarity Index\")\n",
    "ax2.set_xlabel(r\"Standard Deviation\")\n",
    "ax3.set_ylabel(r\"KL Divergence\")\n",
    "ax3.set_xlabel(r\"Standard Deviation\")\n",
    "\n",
    "\n",
    "ax3.hlines(MEAN_KLDIV, 0, 0.7, color=\"gray\", ls=\"--\")\n",
    "ax1.set_xlim(0, 0.7)\n",
    "ax2.set_xlim(0, 0.7)\n",
    "ax3.set_xlim(0, 0.7)\n",
    "\n",
    "ax1.grid(0.3, alpha=0.45, zorder=0)\n",
    "ax2.grid(0.3, alpha=0.45, zorder=0)\n",
    "ax3.grid(0.3, alpha=0.45, zorder=0)\n",
    "\n",
    "lines_labels =  [ax1.get_legend_handles_labels()]\n",
    "lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "fig.legend(lines, labels, ncols=4, loc=\"lower center\", bbox_to_anchor=(0.5, -0.07))\n",
    "\n",
    "plt.subplots_adjust(left=0.125,\n",
    "        bottom=0.164,\n",
    "        right=0.902,\n",
    "        top=0.88,\n",
    "        wspace=0.51,\n",
    "        hspace=0.212)\n",
    "\n",
    "#(\\Bar{\\mathsbf{y}}|\\mathsbf{y})\n",
    "ax3.text(0.8, 0.65, 'mean KL', horizontalalignment='center', verticalalignment='center', transform=ax3.transAxes)\n",
    "plt.savefig(\"no_tumour_25_guided.pdf\", dpi=400, bbox_inches = 'tight')"
   ]
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